{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第28节 真 • 动态自适应双均线策略</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "上一节讲解了选股策略与择时策略相互配合的示例，本节的内容将讲解择时策略中的经典策略双均线策略，以及它的优化版本动态自适应双均线策略。\n",
    "\n",
    "\n",
    "首先导入本节需要使用的abupy中的模块： "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "# 基础库导入\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuDoubleMaBuy, AbuDoubleMaSell, ABuKLUtil, ABuSymbolPd\n",
    "from abupy import AbuFactorCloseAtrNStop, AbuFactorAtrNStop, AbuFactorPreAtrNStop\n",
    "from abupy import abu, ABuProgress, AbuMetricsBase, EMarketTargetType, nd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面先获取沙盒数据中美股一年的数据，为之后的分析做数据准备："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 使用沙盒内的美股做为回测目标\n",
    "us_choice_symbols = ['usTSLA', 'usNOAH', 'usSFUN', 'usBIDU', 'usAAPL', \n",
    "                     'usGOOG', 'usWUBA', 'usVIPS']\n",
    "kl_dict = {us_symbol[2:]: \n",
    " ABuSymbolPd.make_kl_df(us_symbol, start='2014-07-26', end='2015-07-26') \n",
    " for us_symbol in us_choice_symbols}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 传统的双均线择时策略\n",
    "\n",
    "双均线策略是量化策略中经典的策略之一，其属于趋势跟踪策略，基本实现思想如下\n",
    "\n",
    "1. 预设两条均线：比如一个ma=5，一个ma=60, 5的均线被称作快线，60的均线被称作慢线\n",
    "2. 择时买入策略中当快线上穿慢线（ma5上穿ma60）称为形成金叉买点信号，买入股票\n",
    "3. 择时卖出策略中当快线下穿慢线（ma5下穿ma60）称为形成死叉卖点信号，卖出股票\n",
    "\n",
    "熟悉技术指标的朋友都知道比如macd，kdj等等依赖均线的技术指标，其核心思想都差不多。\n",
    "\n",
    "下面使用abupy中的技术指标模块nd绘制一下上述文字描述，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kyPuFDh4g0dxM3tXXckIxLxify2cpNTU4U49GcTmsLKn0crKxh0js3Mra0vRU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7Mw6nW88E4D4YiYszIVcizZfHHtp0gyWnns+NPs7aye/CKB4CxkPDETdTOzt3ahqCrnr8oDINjR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\njBBCCCGEEGJakmBGCCGEEEIIMS39fzF7T6s1ribjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110246d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nd.ma.plot_ma_from_klpd(kl_dict['TSLA'], time_period=(5, 60), \n",
    "                        with_points_ext=pd.to_datetime('2015-04-09'), \n",
    "                        with_points=pd.to_datetime('2014-11-17'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图中可以看到\n",
    "\n",
    "* 第一次ma5(蓝线)上穿ma60(绿线)形成金叉的时候，没能够继续上升趋势，马上ma5下穿了ma60形成死叉卖出信号\n",
    "* 第二次（红竖线）发出金叉信号的时候持续了上升趋势\n",
    "\n",
    "下面使用abupy中内置的双均线策略进行回测示例，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:34\n",
      "买入后尚未卖出的交易数量:4\n",
      "胜率:55.8824%\n",
      "平均获利期望:15.3512%\n",
      "平均亏损期望:-4.6467%\n",
      "盈亏比:3.8120\n",
      "策略收益: 32.0935%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 16.0468%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:100.0000%\n",
      "策略资金利用率比例:17.1377%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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mrgVO6tqQm5vrAabn5uY2APGACXANQZ0iIiISQHXOBgDG29J6PD4rYTohRgs5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\nMHj4CAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a488710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始资金量\n",
    "cash = 3000000\n",
    "def run_loo_back(choice_symbols, ps=None, n_folds=2, start=None, end=None, only_info=False):\n",
    "    \"\"\"封装一个回测函数，返回回测结果，以及回测度量对象\"\"\"\n",
    "    if choice_symbols[0].startswith('us'):\n",
    "        abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_US\n",
    "    else:\n",
    "        abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_CN\n",
    "    abu_result_tuple, _ = abu.run_loop_back(cash,\n",
    "                                           buy_factors,\n",
    "                                           sell_factors,\n",
    "                                           ps,\n",
    "                                           start=start,\n",
    "                                           end=end,\n",
    "                                           n_folds=n_folds,\n",
    "                                           choice_symbols=choice_symbols)\n",
    "    ABuProgress.clear_output()\n",
    "    metrics = AbuMetricsBase.show_general(*abu_result_tuple, returns_cmp=only_info, \n",
    "                                only_info=only_info,\n",
    "                                only_show_returns=True)\n",
    "    return abu_result_tuple, metrics\n",
    "\n",
    "# 买入双均线策略AbuDoubleMaBuy寻找金叉买入信号：ma快线＝5，ma慢线＝60\n",
    "buy_factors = [{'fast': 5, 'slow': 60, 'class': AbuDoubleMaBuy}]\n",
    "# 卖出双均线策略AbuDoubleMaSell寻找死叉卖出信号：ma快线＝5，ma慢线＝60，并行继续使用止盈止损基础策略\n",
    "sell_factors = [{'fast': 5, 'slow': 60, 'class': AbuDoubleMaSell},\n",
    "                {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "                 'class': AbuFactorAtrNStop},\n",
    "                {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "                {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}]\n",
    "# 开始回测\n",
    "abu_result_tuple, metrics = run_loo_back(us_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过度量对象可视化可以发现择时生效买入因子都是ma5上穿ma60的金叉信号，卖出择时因子并行了4个策略，可以看到ma5下穿ma60的死叉信号生效比例也很高，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入择时生效因子分布：\n",
      "AbuDoubleMaBuy:fast=5,slow=60    34\n",
      "dtype: int64\n",
      "卖出择时生效因子分布：\n",
      "AbuDoubleMaSell:61                        11\n",
      "AbuFactorAtrNStop:stop_win=3.0             6\n",
      "AbuFactorCloseAtrNStop:close_atr_n=1.5    12\n",
      "AbuFactorPreAtrNStop:pre_atr=1.5           5\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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VPSvJl7v70fM2yRS6D6iqgzKF2QVPmLf/v0lukuTfkhw6B9NHdfcjq+rQ+dwO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\nErwBAABgoP8fVnmGJAX9EmUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ccfecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_buy_factors()\n",
    "metrics.plot_sell_factors()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面从交易单中筛选出所有tsla的交易结果，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buy_date</th>\n",
       "      <th>buy_price</th>\n",
       "      <th>buy_cnt</th>\n",
       "      <th>buy_factor</th>\n",
       "      <th>symbol</th>\n",
       "      <th>buy_pos</th>\n",
       "      <th>buy_type_str</th>\n",
       "      <th>expect_direction</th>\n",
       "      <th>sell_type_extra</th>\n",
       "      <th>sell_date</th>\n",
       "      <th>sell_price</th>\n",
       "      <th>sell_type</th>\n",
       "      <th>ml_features</th>\n",
       "      <th>key</th>\n",
       "      <th>profit</th>\n",
       "      <th>result</th>\n",
       "      <th>profit_cg</th>\n",
       "      <th>profit_cg_hunder</th>\n",
       "      <th>keep_days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-11-18</th>\n",
       "      <td>20141118</td>\n",
       "      <td>257.750</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>AbuDoubleMaBuy:fast=5,slow=60</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>AbuAtrPosition</td>\n",
       "      <td>call</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AbuDoubleMaSell:61</td>\n",
       "      <td>20141124</td>\n",
       "      <td>244.120</td>\n",
       "      <td>loss</td>\n",
       "      <td>None</td>\n",
       "      <td>81</td>\n",
       "      <td>-26537.61</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.0529</td>\n",
       "      <td>-5.2881</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-10</th>\n",
       "      <td>20150410</td>\n",
       "      <td>210.325</td>\n",
       "      <td>2289.0</td>\n",
       "      <td>AbuDoubleMaBuy:fast=5,slow=60</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>AbuAtrPosition</td>\n",
       "      <td>call</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AbuFactorAtrNStop:stop_win=3.0</td>\n",
       "      <td>20150609</td>\n",
       "      <td>255.940</td>\n",
       "      <td>win</td>\n",
       "      <td>None</td>\n",
       "      <td>178</td>\n",
       "      <td>104412.74</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2169</td>\n",
       "      <td>21.6879</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-18</th>\n",
       "      <td>20150918</td>\n",
       "      <td>260.660</td>\n",
       "      <td>1697.0</td>\n",
       "      <td>AbuDoubleMaBuy:fast=5,slow=60</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>AbuAtrPosition</td>\n",
       "      <td>call</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AbuDoubleMaSell:61</td>\n",
       "      <td>20151001</td>\n",
       "      <td>242.815</td>\n",
       "      <td>loss</td>\n",
       "      <td>None</td>\n",
       "      <td>290</td>\n",
       "      <td>-30282.96</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.0685</td>\n",
       "      <td>-6.8461</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-21</th>\n",
       "      <td>20151221</td>\n",
       "      <td>233.455</td>\n",
       "      <td>2052.0</td>\n",
       "      <td>AbuDoubleMaBuy:fast=5,slow=60</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>AbuAtrPosition</td>\n",
       "      <td>call</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AbuFactorPreAtrNStop:pre_atr=1.5</td>\n",
       "      <td>20160105</td>\n",
       "      <td>223.445</td>\n",
       "      <td>loss</td>\n",
       "      <td>None</td>\n",
       "      <td>355</td>\n",
       "      <td>-20540.52</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.0429</td>\n",
       "      <td>-4.2878</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-15</th>\n",
       "      <td>20160715</td>\n",
       "      <td>221.195</td>\n",
       "      <td>2109.0</td>\n",
       "      <td>AbuDoubleMaBuy:fast=5,slow=60</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>AbuAtrPosition</td>\n",
       "      <td>call</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>keep</td>\n",
       "      <td>None</td>\n",
       "      <td>496</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>427</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            buy_date  buy_price  buy_cnt                     buy_factor  \\\n",
       "2014-11-18  20141118    257.750   1947.0  AbuDoubleMaBuy:fast=5,slow=60   \n",
       "2015-04-10  20150410    210.325   2289.0  AbuDoubleMaBuy:fast=5,slow=60   \n",
       "2015-09-18  20150918    260.660   1697.0  AbuDoubleMaBuy:fast=5,slow=60   \n",
       "2015-12-21  20151221    233.455   2052.0  AbuDoubleMaBuy:fast=5,slow=60   \n",
       "2016-07-15  20160715    221.195   2109.0  AbuDoubleMaBuy:fast=5,slow=60   \n",
       "\n",
       "            symbol         buy_pos buy_type_str  expect_direction  \\\n",
       "2014-11-18  usTSLA  AbuAtrPosition         call               1.0   \n",
       "2015-04-10  usTSLA  AbuAtrPosition         call               1.0   \n",
       "2015-09-18  usTSLA  AbuAtrPosition         call               1.0   \n",
       "2015-12-21  usTSLA  AbuAtrPosition         call               1.0   \n",
       "2016-07-15  usTSLA  AbuAtrPosition         call               1.0   \n",
       "\n",
       "                             sell_type_extra  sell_date  sell_price sell_type  \\\n",
       "2014-11-18                AbuDoubleMaSell:61   20141124     244.120      loss   \n",
       "2015-04-10    AbuFactorAtrNStop:stop_win=3.0   20150609     255.940       win   \n",
       "2015-09-18                AbuDoubleMaSell:61   20151001     242.815      loss   \n",
       "2015-12-21  AbuFactorPreAtrNStop:pre_atr=1.5   20160105     223.445      loss   \n",
       "2016-07-15                                            0         NaN      keep   \n",
       "\n",
       "           ml_features  key     profit  result  profit_cg  profit_cg_hunder  \\\n",
       "2014-11-18        None   81  -26537.61      -1    -0.0529           -5.2881   \n",
       "2015-04-10        None  178  104412.74       1     0.2169           21.6879   \n",
       "2015-09-18        None  290  -30282.96      -1    -0.0685           -6.8461   \n",
       "2015-12-21        None  355  -20540.52      -1    -0.0429           -4.2878   \n",
       "2016-07-15        None  496        NaN       0        NaN               NaN   \n",
       "\n",
       "            keep_days  \n",
       "2014-11-18          6  \n",
       "2015-04-10         60  \n",
       "2015-09-18         13  \n",
       "2015-12-21         15  \n",
       "2016-07-15        427  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsla_orders = abu_result_tuple.orders_pd[abu_result_tuple.orders_pd.symbol=='usTSLA']\n",
    "tsla_orders"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过nd模块的plot_ma_from_order接口可视化tsla交易单中的第一笔交易，可以发现这笔交易就是本节开始时示例的tsla第一次ma5(蓝线)上穿ma60(绿线)形成金叉且没能够继续上升趋势，马上ma5下穿了ma60形成死叉卖出信号的那笔交易。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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OpyMtLR2Hw8mxY1UUFhadMqam5hgLFyaW4TudTu6++17++Mff4/Ec5r77PgNANBqlsbGe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\nRCSh/H9WByc1WKVvfgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a2f1ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nd.ma.plot_ma_from_order(tsla_orders.iloc[0], time_period=(5, 60))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "继续可视化tsla交易单中的第二笔交易，可以发现这笔交易就是本节开始时示例的tsla第二次ma5上穿ma60发出金叉信号且持续了上升趋势的那笔交易。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sqRHV48GWX8DRtl7KCjJwOQavLTNWztIyoH+CPlhlcGt98+iNJNh/NECio50j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\niIiIiIgsSP8fdJbKiPP8uSwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f9d22b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nd.ma.plot_ma_from_order(tsla_orders.iloc[1], time_period=(5, 60))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 真 • 动态自适应双均线策略\n",
    "\n",
    "![](./image/zsg.jpg)\n",
    "\n",
    "\n",
    "传统双均线策略当两根信号线差距比较大时，如上面ma5，ma60这种组合，属于迟钝金叉，即可能趋势以发生了很长时间甚至都快要结束的时候才能发出金叉买入信号，比如本节开始时绘制的tsla的两个金叉买入信号中的第一个信号。\n",
    "\n",
    "那么如果调近两根均值的差距，比如使用ma5，ma20呢，下面绘制本节开始时绘制的tsla，ma参数改为5，20，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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27noU4JzFhaiHzPbLRiR68tsnFelmNs3F280e5taMvifQJ1aDHc2Cmc2hFl6v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BAAAg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\nI4QQQgghhJiTJJgRQgghhBBCzEn/H2LRnBAUoPPdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f74fd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nd.ma.plot_ma_from_klpd(kl_dict['TSLA'], time_period=(5, 20), \n",
    "                        with_points_ext=pd.to_datetime('2014-11-25'), \n",
    "                        with_points=pd.to_datetime('2014-10-31'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到之前的金叉信号提前发出了，且死叉信号发出的也比较及时，这笔交易有一定的收益，但是注意观察其它的信号点可以发现产生了很多买卖信号，因为上面ma5，ma20这种组合，属于敏感金叉，这些信号中很多产生了失败的交易。\n",
    "\n",
    "abupy中AbuDoubleMaBuy是动态自适应双均线策略，比如下面的参数中不传递快线值，只传递慢线值60，如下进行回测："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:32\n",
      "买入后尚未卖出的交易数量:6\n",
      "胜率:59.3750%\n",
      "平均获利期望:14.6188%\n",
      "平均亏损期望:-4.8926%\n",
      "盈亏比:4.0578\n",
      "策略收益: 31.9865%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 15.9933%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:100.0000%\n",
      "策略资金利用率比例:19.8624%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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SAAvgHoY6RUREJAjq2xsocZUxpXMNlN50dSFrPcIWGMMw+PfmB8mt3EpqRArf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\nIiIF4/8CaA81o8nmlMQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b9fff28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 只传递慢线60，不传递快线参数为动态自适应快线值\n",
    "buy_factors = [{'slow': 60, 'class': AbuDoubleMaBuy}]\n",
    "abu_result_tuple, metrics = run_loo_back(us_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面可视化买入因子的生效分布，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入择时生效因子分布：\n",
      "AbuDoubleMaBuy:fast=18,slow=60     4\n",
      "AbuDoubleMaBuy:fast=3,slow=60      8\n",
      "AbuDoubleMaBuy:fast=9,slow=60     20\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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GJ/wCAAAwPOEXAACA4Qm/AAAADE/4BQAAYHjCLwAAAMMTfgEAABie8AsAAMDwhF8AAACG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120692e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_buy_factors()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到买入因子慢线仍然使用参数中传递的60，快线有3，9，18三个值，这三个值是以慢线数值为基数，结合大盘的走势计算出来的。\n",
    "\n",
    "策略中动态计算快线的策略主要参考了大盘最近一个月走势震荡程度，动态决策快线的值：\n",
    "\n",
    "1. 大盘最近一个月走势非常稳定：fast＝slow X 0.05 eg: slow=60->fast=60 X 0.05=3\n",
    "2. 大盘最近一个月走势比较稳定：fast＝slow X 0.15 eg: slow=60->fast=60 X 0.15=9\n",
    "3. 大盘最近一个月走势比较震荡：fast＝slow X 0.3 eg: slow=60->fast=60 X 0.3=18\n",
    "4. 大盘最近一个月走势非常震荡：fast＝slow X 0.5 eg: slow=60->fast=60 X0.5=30\n",
    "5. 择时周期内每一个月重新计算一次\n",
    "\n",
    "具体实现以及如何判定大盘的震荡程度请自行阅读源代码\n",
    "\n",
    "上面的双均线策略中的慢线依然是通过参数传递，下面示例慢线参数也动态自适应计算的回测，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:33\n",
      "买入后尚未卖出的交易数量:5\n",
      "胜率:63.6364%\n",
      "平均获利期望:16.8128%\n",
      "平均亏损期望:-7.9822%\n",
      "盈亏比:3.4073\n",
      "策略收益: 35.2705%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 17.6353%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:100.0000%\n",
      "策略资金利用率比例:18.7779%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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saNrFA6f+Gpu5/8/rPypbxss7/s1/5V/JggnHjHjt48Vo/VtIS7MP2C2mHphBmDBhIr/5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QSlhX7ufMUlJIB7Hjkxq+fqH7YOahNTyArTAcwof/eDl/jV8+fS940FMGpWKZItFSUBYvEE/clm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\nREREcsb/BweBMnDVpRdXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1200e4400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不传递任何参数，快线， 慢线都动态自适应\n",
    "buy_factors = [{'class': AbuDoubleMaBuy}]\n",
    "abu_result_tuple, metrics = run_loo_back(us_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面可视化买入因子的生效分布，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入择时生效因子分布：\n",
      "AbuDoubleMaBuy:fast=12,slow=75     1\n",
      "AbuDoubleMaBuy:fast=15,slow=100    3\n",
      "AbuDoubleMaBuy:fast=15,slow=50     1\n",
      "AbuDoubleMaBuy:fast=2,slow=25      1\n",
      "AbuDoubleMaBuy:fast=2,slow=30      1\n",
      "AbuDoubleMaBuy:fast=3,slow=50      1\n",
      "AbuDoubleMaBuy:fast=30,slow=100    3\n",
      "AbuDoubleMaBuy:fast=4,slow=25      2\n",
      "AbuDoubleMaBuy:fast=4,slow=65      1\n",
      "AbuDoubleMaBuy:fast=4,slow=70      1\n",
      "AbuDoubleMaBuy:fast=4,slow=75      1\n",
      "AbuDoubleMaBuy:fast=5,slow=100     3\n",
      "AbuDoubleMaBuy:fast=5,slow=30      2\n",
      "AbuDoubleMaBuy:fast=6,slow=20      1\n",
      "AbuDoubleMaBuy:fast=6,slow=35      1\n",
      "AbuDoubleMaBuy:fast=6,slow=40      4\n",
      "AbuDoubleMaBuy:fast=7,slow=45      1\n",
      "AbuDoubleMaBuy:fast=8,slow=25      1\n",
      "AbuDoubleMaBuy:fast=8,slow=50      2\n",
      "AbuDoubleMaBuy:fast=9,slow=55      2\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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k84F76zVtVud4DzBV0mHAeOB9Ndb5to+StA8wuXEeYBTwZWBXSV+hdIFHtcQ1Bvgv4H/U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\nERERER0rRXFERERERER0rP8PDglgbX0pS2cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b9c7e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_buy_factors()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到买入因子慢线的值从20到100不等，快线的值也从2到30不等。\n",
    "\n",
    "策略中动态计算快线的策略和上述的方式相同，动态自适应慢线值主要依据重采样周期内的振幅值来确定，在第‘第10节 比特币, 莱特币的回测’中已经使用过resample_close_mean统计重采样周期内的振幅值，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TSLAresample</th>\n",
       "      <th>NOAHresample</th>\n",
       "      <th>SFUNresample</th>\n",
       "      <th>BIDUresample</th>\n",
       "      <th>AAPLresample</th>\n",
       "      <th>GOOGresample</th>\n",
       "      <th>WUBAresample</th>\n",
       "      <th>VIPSresample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5D</th>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.0418</td>\n",
       "      <td>0.0443</td>\n",
       "      <td>0.0225</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0189</td>\n",
       "      <td>0.0356</td>\n",
       "      <td>0.0333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10D</th>\n",
       "      <td>0.0399</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>0.0610</td>\n",
       "      <td>0.0237</td>\n",
       "      <td>0.0220</td>\n",
       "      <td>0.0226</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.0415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21D</th>\n",
       "      <td>0.0580</td>\n",
       "      <td>0.1017</td>\n",
       "      <td>0.0805</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.0293</td>\n",
       "      <td>0.0284</td>\n",
       "      <td>0.1013</td>\n",
       "      <td>0.0677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42D</th>\n",
       "      <td>0.0729</td>\n",
       "      <td>0.1762</td>\n",
       "      <td>0.1330</td>\n",
       "      <td>0.0374</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.1728</td>\n",
       "      <td>0.1121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60D</th>\n",
       "      <td>0.0852</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.1483</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>0.0471</td>\n",
       "      <td>0.0560</td>\n",
       "      <td>0.1506</td>\n",
       "      <td>0.0999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90D</th>\n",
       "      <td>0.1251</td>\n",
       "      <td>0.2683</td>\n",
       "      <td>0.1945</td>\n",
       "      <td>0.0619</td>\n",
       "      <td>0.0719</td>\n",
       "      <td>0.0664</td>\n",
       "      <td>0.1851</td>\n",
       "      <td>0.1207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120D</th>\n",
       "      <td>0.1401</td>\n",
       "      <td>0.3365</td>\n",
       "      <td>0.1627</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0842</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.2263</td>\n",
       "      <td>0.1365</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      TSLAresample  NOAHresample  SFUNresample  BIDUresample  AAPLresample  \\\n",
       "5D          0.0295        0.0418        0.0443        0.0225        0.0172   \n",
       "10D         0.0399        0.0650        0.0610        0.0237        0.0220   \n",
       "21D         0.0580        0.1017        0.0805        0.0362        0.0293   \n",
       "42D         0.0729        0.1762        0.1330        0.0374        0.0377   \n",
       "60D         0.0852        0.1740        0.1483        0.0340        0.0471   \n",
       "90D         0.1251        0.2683        0.1945        0.0619        0.0719   \n",
       "120D        0.1401        0.3365        0.1627        0.0368        0.0842   \n",
       "\n",
       "      GOOGresample  WUBAresample  VIPSresample  \n",
       "5D          0.0189        0.0356        0.0333  \n",
       "10D         0.0226        0.0608        0.0415  \n",
       "21D         0.0284        0.1013        0.0677  \n",
       "42D         0.0344        0.1728        0.1121  \n",
       "60D         0.0560        0.1506        0.0999  \n",
       "90D         0.0664        0.1851        0.1207  \n",
       "120D        0.0797        0.2263        0.1365  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.resample_close_mean(kl_dict)"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "动态自适应慢线值要使用统计重采样周期内的振幅值 > 0.12的周期做为慢线，比如上面针对tsla即需要slow=90, 针对noah大概需要slow=30，sfun大概slow=40。\n",
    "\n",
    "具体实现请阅读AbuDoubleMaBuy策略实现源代码\n",
    "\n",
    "具体策略实现中要根据止盈止损的大小，策略周期长度期望等等来设置一些参数值比如上面的0.12和最大，最小采样周期等参数来辅助动态自适应快慢线值的确定，类似在‘第12节 机器学习与比特币示例’中说的求解一个方程组，如果所有的参数都是未知数，那么你怎么解出你需要的答案，所以一定要把一些变量变成常数值，然后通过这些常数值来确定更多的变量，最终解出你所关心的解。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/tree/master/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/tree/master/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/tree/master/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/tree/master/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/tree/master/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/tree/master/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/tree/master/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/tree/master/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/tree/master/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/tree/master/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/tree/master/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/tree/master/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/tree/master/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "![](./image/qrcode.jpg)"
   ]
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